{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# mplot3d Toolkit\n",
    "\n",
    "Matplotlib中的[mplot3d Toolkit]()工具包为我们提供了3d图表的简单快捷绘制方式。\n",
    "\n",
    "我们需要将 `projection=\"3d\"` 参数传递给 `fig.add_subplot()`/ `plt.axes()` 即可获得 [Axes3D](https://matplotlib.org/stable/api/_as_gen/mpl_toolkits.mplot3d.axes3d.Axes3D.html#mpl_toolkits.mplot3d.axes3d.Axes3D) 子类`Axes3DSubplot`的实例对象 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点图和线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-19T14:43:16.082849Z",
     "start_time": "2021-12-19T14:43:15.980762Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'matplotlib.axes._subplots.Axes3DSubplot'>\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure()\n",
    "# ax = fig.add_subplot(projection='3d')\n",
    "ax = plt.axes(projection ='3d')\n",
    "print(ax.__class__)\n",
    "z = np.linspace(0, 1, 100)\n",
    "x = z * np.sin(25 * z)\n",
    "y = z * np.cos(25 * z)\n",
    "line, = ax.plot(x, y, z)\n",
    "# line, = ax.plot3D(x, y, z)\n",
    "line.set_color(\"deepskyblue\")\n",
    "\n",
    "rng = np.random.RandomState(12344)\n",
    "x = rng.normal(scale=0.5, size=20)\n",
    "y = rng.normal(scale=0.5, size=20)\n",
    "z = rng.random(20)\n",
    "ax.scatter(x, y, z, c=x+y, s=400*z, alpha=0.5)\n",
    "\n",
    "ax.set_xlim(-1, 1)\n",
    "ax.set_ylim(-1, 1)\n",
    "ax.set_zlim(0, 1)\n",
    "ax.set_xlabel('X')\n",
    "ax.set_ylabel('Y')\n",
    "ax.set_zlabel('Z')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 曲面图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-12-19T14:38:53.176524Z",
     "start_time": "2021-12-19T14:38:53.072432Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mpl_toolkits.mplot3d as mpl3d\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(12, 4))\n",
    "\n",
    "x1, y1 = np.ogrid[-2:2:20j, -2:2:20j]\n",
    "z1 = np.sin(np.sqrt(x1 ** 2 + y1 ** 2))\n",
    "ax1 = fig.add_subplot(131, projection=\"3d\")\n",
    "ax1.plot_surface(x, y, z1, cmap=\"viridis\")\n",
    "\n",
    "z2 = x1 ** 2 / 4 + y1 ** 2 / 9\n",
    "ax2 = fig.add_subplot(132, projection=\"3d\")\n",
    "surf = ax2.plot_surface(x, y, z2, cmap=\"plasma\")\n",
    "\n",
    "x3, y3 = np.ogrid[-2:2:20j, -2:2:20j]\n",
    "z3 = x3 * np.exp( - x3**2 - y3**2)\n",
    "ax3 = fig.add_subplot(133, projection=\"3d\")\n",
    "ax3.plot_surface(x3, y3, z3, cmap=plt.cm.viridis)\n",
    "\n",
    "# ax.zaxis.set_major_formatter('{x:.02f}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "\n",
    "Matplotlib提供的 mplot3d Toolkit 三维绘图库，总的来说还可以，但是如果实时预览，会卡顿。对于三维渲染绘图，官方推荐渲染更强大的 [mayavi](https://docs.enthought.com/mayavi/mayavi/)库。如果注重交互式体验，可以使用 [Bokeh](https://bokeh.org/)、[Plotly](https://plotly.com/)、[Pyecharts](https://pyecharts.org/)等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "06609fdc2ab5eea1c2b132032314f683015358e073912146104e95d2402a62f9"
  },
  "kernelspec": {
   "display_name": "Python [conda env:visual]",
   "language": "python",
   "name": "conda-env-visual-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.15"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
